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| IcebergSourceNestedORCDataReadBenchmark |
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| IcebergSourceFlatParquetDataReadBenchmark |
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| IcebergSourceFlatParquetDataFilterBenchmark |
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| IcebergSourceNestedParquetDataFilterBenchmark |
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| SparkParquetWritersNestedDataBenchmark |
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| <h1>Benchmarks</h1> |
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| <h2 id="available-benchmarks-and-how-to-run-them">Available Benchmarks and how to run them<a class="headerlink" href="#available-benchmarks-and-how-to-run-them" title="Permanent link">🔗</a></h2> |
| <p>Benchmarks are located under <code><project-name>/jmh</code>. It is generally favorable to only run the tests of interest rather than running all available benchmarks. |
| Also note that JMH benchmarks run within the same JVM as the system-under-test, so results might vary between runs.</p> |
| <h2 id="running-benchmarks-on-github">Running Benchmarks on GitHub<a class="headerlink" href="#running-benchmarks-on-github" title="Permanent link">🔗</a></h2> |
| <p>It is possible to run one or more Benchmarks via the <strong>JMH Benchmarks</strong> GH action on your own fork of the Iceberg repo. This GH action takes the following inputs: |
| * The repository name where those benchmarks should be run against, such as <code>apache/iceberg</code> or <code><user>/iceberg</code> |
| * The branch name to run benchmarks against, such as <code>master</code> or <code>my-cool-feature-branch</code> |
| * A list of comma-separated double-quoted Benchmark names, such as <code>"IcebergSourceFlatParquetDataReadBenchmark", "IcebergSourceFlatParquetDataFilterBenchmark", "IcebergSourceNestedListParquetDataWriteBenchmark"</code></p> |
| <p>Benchmark results will be uploaded once <strong>all</strong> benchmarks are done.</p> |
| <p>It is worth noting that the GH runners have limited resources so the benchmark results should rather be seen as an indicator to guide developers in understanding code changes. |
| It is likely that there is variability in results across different runs, therefore the benchmark results shouldn't be used to form assumptions around production choices.</p> |
| <h2 id="running-benchmarks-locally">Running Benchmarks locally<a class="headerlink" href="#running-benchmarks-locally" title="Permanent link">🔗</a></h2> |
| <p>Below are the existing benchmarks shown with the actual commands on how to run them locally.</p> |
| <h3 id="icebergsourcenestedlistparquetdatawritebenchmark">IcebergSourceNestedListParquetDataWriteBenchmark<a class="headerlink" href="#icebergsourcenestedlistparquetdatawritebenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of writing nested Parquet data using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceNestedListParquetDataWriteBenchmark -PjmhOutputPath=benchmark/iceberg-source-nested-list-parquet-data-write-benchmark-result.txt</code></p> |
| <h3 id="sparkparquetreadersnesteddatabenchmark">SparkParquetReadersNestedDataBenchmark<a class="headerlink" href="#sparkparquetreadersnesteddatabenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of reading nested Parquet data using Iceberg and Spark Parquet readers. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=SparkParquetReadersNestedDataBenchmark -PjmhOutputPath=benchmark/spark-parquet-readers-nested-data-benchmark-result.txt</code></p> |
| <h3 id="sparkparquetwritersflatdatabenchmark">SparkParquetWritersFlatDataBenchmark<a class="headerlink" href="#sparkparquetwritersflatdatabenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of writing Parquet data with a flat schema using Iceberg and Spark Parquet writers. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=SparkParquetWritersFlatDataBenchmark -PjmhOutputPath=benchmark/spark-parquet-writers-flat-data-benchmark-result.txt</code></p> |
| <h3 id="icebergsourceflatorcdatareadbenchmark">IcebergSourceFlatORCDataReadBenchmark<a class="headerlink" href="#icebergsourceflatorcdatareadbenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of reading ORC data with a flat schema using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceFlatORCDataReadBenchmark -PjmhOutputPath=benchmark/iceberg-source-flat-orc-data-read-benchmark-result.txt</code></p> |
| <h3 id="sparkparquetreadersflatdatabenchmark">SparkParquetReadersFlatDataBenchmark<a class="headerlink" href="#sparkparquetreadersflatdatabenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of reading Parquet data with a flat schema using Iceberg and Spark Parquet readers. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=SparkParquetReadersFlatDataBenchmark -PjmhOutputPath=benchmark/spark-parquet-readers-flat-data-benchmark-result.txt</code></p> |
| <h3 id="vectorizedreaddictionaryencodedflatparquetdatabenchmark">VectorizedReadDictionaryEncodedFlatParquetDataBenchmark<a class="headerlink" href="#vectorizedreaddictionaryencodedflatparquetdatabenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark to compare performance of reading Parquet dictionary encoded data with a flat schema using vectorized Iceberg read path and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=VectorizedReadDictionaryEncodedFlatParquetDataBenchmark -PjmhOutputPath=benchmark/vectorized-read-dict-encoded-flat-parquet-data-result.txt</code></p> |
| <h3 id="icebergsourcenestedlistorcdatawritebenchmark">IcebergSourceNestedListORCDataWriteBenchmark<a class="headerlink" href="#icebergsourcenestedlistorcdatawritebenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of writing nested Parquet data using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceNestedListORCDataWriteBenchmark -PjmhOutputPath=benchmark/iceberg-source-nested-list-orc-data-write-benchmark-result.txt</code></p> |
| <h3 id="vectorizedreadflatparquetdatabenchmark">VectorizedReadFlatParquetDataBenchmark<a class="headerlink" href="#vectorizedreadflatparquetdatabenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark to compare performance of reading Parquet data with a flat schema using vectorized Iceberg read path and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=VectorizedReadFlatParquetDataBenchmark -PjmhOutputPath=benchmark/vectorized-read-flat-parquet-data-result.txt</code></p> |
| <h3 id="icebergsourceflatparquetdatawritebenchmark">IcebergSourceFlatParquetDataWriteBenchmark<a class="headerlink" href="#icebergsourceflatparquetdatawritebenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of writing Parquet data with a flat schema using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceFlatParquetDataWriteBenchmark -PjmhOutputPath=benchmark/iceberg-source-flat-parquet-data-write-benchmark-result.txt</code></p> |
| <h3 id="icebergsourcenestedavrodatareadbenchmark">IcebergSourceNestedAvroDataReadBenchmark<a class="headerlink" href="#icebergsourcenestedavrodatareadbenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of reading Avro data with a flat schema using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceNestedAvroDataReadBenchmark -PjmhOutputPath=benchmark/iceberg-source-nested-avro-data-read-benchmark-result.txt</code></p> |
| <h3 id="icebergsourceflatavrodatareadbenchmark">IcebergSourceFlatAvroDataReadBenchmark<a class="headerlink" href="#icebergsourceflatavrodatareadbenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of reading Avro data with a flat schema using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceFlatAvroDataReadBenchmark -PjmhOutputPath=benchmark/iceberg-source-flat-avro-data-read-benchmark-result.txt</code></p> |
| <h3 id="icebergsourcenestedparquetdatawritebenchmark">IcebergSourceNestedParquetDataWriteBenchmark<a class="headerlink" href="#icebergsourcenestedparquetdatawritebenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of writing nested Parquet data using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceNestedParquetDataWriteBenchmark -PjmhOutputPath=benchmark/iceberg-source-nested-parquet-data-write-benchmark-result.txt</code></p> |
| <h3 id="icebergsourcenestedparquetdatareadbenchmark">IcebergSourceNestedParquetDataReadBenchmark<a class="headerlink" href="#icebergsourcenestedparquetdatareadbenchmark" title="Permanent link">🔗</a></h3> |
| <ul> |
| <li>A benchmark that evaluates the performance of reading nested Parquet data using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</li> |
| </ul> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceNestedParquetDataReadBenchmark -PjmhOutputPath=benchmark/iceberg-source-nested-parquet-data-read-benchmark-result.txt</code></p> |
| <h3 id="icebergsourcenestedorcdatareadbenchmark">IcebergSourceNestedORCDataReadBenchmark<a class="headerlink" href="#icebergsourcenestedorcdatareadbenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of reading ORC data with a flat schema using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceNestedORCDataReadBenchmark -PjmhOutputPath=benchmark/iceberg-source-nested-orc-data-read-benchmark-result.txt</code></p> |
| <h3 id="icebergsourceflatparquetdatareadbenchmark">IcebergSourceFlatParquetDataReadBenchmark<a class="headerlink" href="#icebergsourceflatparquetdatareadbenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the performance of reading Parquet data with a flat schema using Iceberg and the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceFlatParquetDataReadBenchmark -PjmhOutputPath=benchmark/iceberg-source-flat-parquet-data-read-benchmark-result.txt</code></p> |
| <h3 id="icebergsourceflatparquetdatafilterbenchmark">IcebergSourceFlatParquetDataFilterBenchmark<a class="headerlink" href="#icebergsourceflatparquetdatafilterbenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the file skipping capabilities in the Spark data source for Iceberg. This class uses a dataset with a flat schema, where the records are clustered according to the |
| column used in the filter predicate. The performance is compared to the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3:</p> |
| <p><code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceFlatParquetDataFilterBenchmark -PjmhOutputPath=benchmark/iceberg-source-flat-parquet-data-filter-benchmark-result.txt</code></p> |
| <h3 id="icebergsourcenestedparquetdatafilterbenchmark">IcebergSourceNestedParquetDataFilterBenchmark<a class="headerlink" href="#icebergsourcenestedparquetdatafilterbenchmark" title="Permanent link">🔗</a></h3> |
| <p>A benchmark that evaluates the file skipping capabilities in the Spark data source for Iceberg. This class uses a dataset with nested data, where the records are clustered according to the |
| column used in the filter predicate. The performance is compared to the built-in file source in Spark. To run this benchmark for either spark-2 or spark-3: |
| <code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=IcebergSourceNestedParquetDataFilterBenchmark -PjmhOutputPath=benchmark/iceberg-source-nested-parquet-data-filter-benchmark-result.txt</code></p> |
| <h3 id="sparkparquetwritersnesteddatabenchmark">SparkParquetWritersNestedDataBenchmark<a class="headerlink" href="#sparkparquetwritersnesteddatabenchmark" title="Permanent link">🔗</a></h3> |
| <ul> |
| <li>A benchmark that evaluates the performance of writing nested Parquet data using Iceberg and Spark Parquet writers. To run this benchmark for either spark-2 or spark-3: |
| <code>./gradlew :iceberg-spark:iceberg-spark[2|3]:jmh -PjmhIncludeRegex=SparkParquetWritersNestedDataBenchmark -PjmhOutputPath=benchmark/spark-parquet-writers-nested-data-benchmark-result.txt</code></li> |
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